Automatic Parking Lot Occupancy Computation Using Motion Tracking

被引:0
|
作者
Justo, Francisco [1 ]
Kalva, Hari [1 ]
Raviv, Daniel [1 ]
机构
[1] Florida Atlantic Univ, Dept Comp Sci & Engn, Boca Raton, FL 33431 USA
关键词
Motion tracking; parking lot; computer vision; H.264;
D O I
10.1117/12.2039660
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays it is very hard to find available spots in public parking lots and even harder in public facilities such as universities and sports venues. A system that provides drivers with parking availability and parking lot occupancy will allow users find a parking space much easier and faster. This paper presents a system for automatic parking lot occupancy computation using motion tracking. Methods for complexity reduction are presented. The system showed approximately 96% accuracy in determining parking lot occupancy. We showed that by optimizing the resolution and bitrate of the input video, we can reduce the complexity by 70% and still achieved over 90% of accuracy. The results showed that high quality video is not necessary for the proposed algorithm to obtain accurate results.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] SOFTWARE STRUCTURE OF A NETWORK FOR IN-MOTION CONTROL OF PARKING LOT
    MLADENOV, DI
    STOILOVA, KP
    STOILOV, TA
    AVTOMATIKA I VYCHISLITELNAYA TEKHNIKA, 1983, (06): : 24 - 27
  • [22] Apprenticeship Learning for Motion Planning with Application to Parking Lot Navigation
    Abbeel, Pieter
    Dolgov, Drnitri
    Ng, Andrew Y.
    Thrun, Sebastian
    2008 IEEE/RSJ INTERNATIONAL CONFERENCE ON ROBOTS AND INTELLIGENT SYSTEMS, VOLS 1-3, CONFERENCE PROCEEDINGS, 2008, : 1083 - 1090
  • [23] Research on Path Planning and Tracking of Automatic Parking
    Dong, Menghan
    Yin, Xin
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, VOL. 1, 2022, 878 : 163 - 175
  • [24] Using Prompts and Feedback to Reduce Illegal Parking in a University Parking Lot
    Clayton, Michael
    Tran, Teresa
    Rowlett, Kelcee
    JOURNAL OF ORGANIZATIONAL BEHAVIOR MANAGEMENT, 2020, 40 (3-4) : 333 - 345
  • [25] Parking Lot Allocation Using Rematching and Dynamic Parking Fee Design
    Nakazato, Takuya
    Fujimaki, Yuto
    Namerikawa, Toru
    IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2022, 9 (04): : 1692 - 1703
  • [26] Integration of LiDAR Data and Orthophoto for Automatic Extraction of Parking Lot Structure
    Tong, Lihua
    Cheng, Liang
    Li, Manchun
    Wang, Jiechen
    Du, Peijun
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2014, 7 (02) : 503 - 514
  • [27] Parking slot occupancy prediction using LSTM
    Kasera, Rohit Kumar
    Acharjee, Tapodhir
    INNOVATIONS IN SYSTEMS AND SOFTWARE ENGINEERING, 2022,
  • [28] Parking Occupancy Detection using Thermal Camera
    Paidi, Vijay
    Fleyeh, Hasan
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS (VEHITS 2019), 2019, : 483 - 490
  • [29] Using Historical Data to Predict Parking Occupancy
    Chawathe, Sudarshan S.
    2019 IEEE 10TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE (UEMCON), 2019, : 534 - 540
  • [30] PeTrack: Smartphone-based Pedestrian Tracking in Underground Parking Lot
    Ren, Xiaotong
    Zhu, Shuli
    Meng, Chuize
    Jiang, Shan
    Xiao, Xuan
    Tao, Dan
    Gao, Ruipeng
    2022 18TH INTERNATIONAL CONFERENCE ON MOBILITY, SENSING AND NETWORKING, MSN, 2022, : 752 - 756